AAIA AI Governance And Risk Practice Question
Which 'AI Risk Mitigation' strategy is most effective for reducing 'Data Leakage' in training sets?
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Implementing strict data partitioning and feature selection protocols
Data leakage occurs when information from the target variable leaks into the training features; strict separation and testing prevent this.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Using more colorful charts in the report
Why it's wrong here
Visualization does not prevent data leakage.
- ✓
Implementing strict data partitioning and feature selection protocols
Why this is correct
Ensuring the training set does not contain information from the future or target reduces leakage.
- ✗
Increasing the number of servers
Why it's wrong here
More hardware does not fix data leakage.
- ✗
Changing the office seating arrangement
Why it's wrong here
Seating has no impact on training data integrity.
About these practice questions
One of 209 original AAIA practice questions on Courseiva, each with a full explanation and wrong-answer analysis — not exam dumps or protected exam content. Learn why practice questions differ from exam dumps →
JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed August 2026 · checked against the official ISACA exam blueprint
This AAIA practice question is part of Courseiva's free ISACA certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AAIA exam.